Pandas Profiling Report

Dataset statistics

Number of variables	22
Number of observations	2109
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	897
Duplicate rows (%)	42.5%
Total size in memory	348.2 KiB
Average record size in memory	169.1 B

Variable types

NUM	21
BOOL	1

Reproduction

Analysis started	2020-03-22 12:06:06.678954
Analysis finished	2020-03-22 12:07:48.426962
Version	pandas-profiling v2.5.0
Command line	`pandas_profiling --config_file config.yaml [YOUR_FILE.csv]`
Download configuration	config.yaml

Dataset has 897 (42.5%) duplicate rows	Duplicates
`v(g)` is highly correlated with `loc` and 7 other fields	High Correlation
`loc` is highly correlated with `v(g)` and 8 other fields	High Correlation
`iv(g)` is highly correlated with `v(g)` and 3 other fields	High Correlation
`n` is highly correlated with `loc` and 10 other fields	High Correlation
`v` is highly correlated with `loc` and 10 other fields	High Correlation
`e` is highly correlated with `n` and 5 other fields	High Correlation
`b` is highly correlated with `loc` and 8 other fields	High Correlation
`t` is highly correlated with `n` and 5 other fields	High Correlation
`lOCode` is highly correlated with `loc` and 9 other fields	High Correlation
`uniq_Op` is highly correlated with `d`	High Correlation
`d` is highly correlated with `uniq_Op`	High Correlation
`uniq_Opnd` is highly correlated with `loc` and 7 other fields	High Correlation
`i` is highly correlated with `uniq_Opnd`	High Correlation
`total_Op` is highly correlated with `loc` and 11 other fields	High Correlation
`total_Opnd` is highly correlated with `loc` and 10 other fields	High Correlation
`branchCount` is highly correlated with `loc` and 7 other fields	High Correlation
`n` has 55 (2.6%) zeros	Zeros
`v` has 158 (7.5%) zeros	Zeros
`l` has 167 (7.9%) zeros	Zeros
`d` has 167 (7.9%) zeros	Zeros
`i` has 167 (7.9%) zeros	Zeros
`e` has 167 (7.9%) zeros	Zeros
`b` has 701 (33.2%) zeros	Zeros
`t` has 167 (7.9%) zeros	Zeros
`lOCode` has 536 (25.4%) zeros	Zeros
`lOComment` has 1618 (76.7%) zeros	Zeros
`lOBlank` has 1219 (57.8%) zeros	Zeros
`locCodeAndComment` has 1982 (94.0%) zeros	Zeros
`uniq_Op` has 59 (2.8%) zeros	Zeros
`uniq_Opnd` has 163 (7.7%) zeros	Zeros
`total_Op` has 59 (2.8%) zeros	Zeros
`total_Opnd` has 163 (7.7%) zeros	Zeros

loc
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	139
Unique (%)	6.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	20.37226174
Minimum	1
Maximum	288
Zeros	0
Zeros (%)	0.0%
Memory size	16.6 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	3
median	9
Q3	24
95-th percentile	76.6
Maximum	288
Range	287
Interquartile range (IQR)	21

Descriptive statistics

Standard deviation	29.75444211
Coefficient of variation (CV)	1.460537003
Kurtosis	16.38213844
Mean	20.37226174
Median Absolute Deviation (MAD)	19.15554877
Skewness	3.352322323
Sum	42965.1
Variance	885.3268251

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[ 1. 1.05 1.55 2.5 3.5 ... 49.5 65.5 94. 154. 288. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
2	279	13.2%
4	242	11.5%
1	148	7.0%
3	102	4.8%
6	80	3.8%
5	75	3.6%
15	53	2.5%
9	51	2.4%
7	49	2.3%
16	47	2.2%
Other values (129)	983	46.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	148	7.0%
1.1	1	< 0.1%
2	279	13.2%
3	102	4.8%
4	242	11.5%

Value	Count	Frequency (%)
288	1	< 0.1%
286	1	< 0.1%
283	1	< 0.1%
220	1	< 0.1%
217	1	< 0.1%

v(g)
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	31
Unique (%)	1.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.838027501
Minimum	1
Maximum	45
Zeros	0
Zeros (%)	0.0%
Memory size	16.6 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	1
Q3	3
95-th percentile	11
Maximum	45
Range	44
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	3.900763208
Coefficient of variation (CV)	1.374462794
Kurtosis	19.05927477
Mean	2.838027501
Median Absolute Deviation (MAD)	2.375093039
Skewness	3.737101379
Sum	5985.4
Variance	15.2159536

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[ 1. 1.2 1.7 2.5 3.5 ... 7.5 13.5 19.5 28.5 45. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
1	1236	58.6%
2	276	13.1%
3	156	7.4%
4	95	4.5%
5	86	4.1%
7	43	2.0%
6	42	2.0%
9	25	1.2%
8	24	1.1%
11	18	0.9%
Other values (21)	108	5.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	1236	58.6%
1.4	1	< 0.1%
2	276	13.1%
3	156	7.4%
4	95	4.5%

Value	Count	Frequency (%)
45	1	< 0.1%
34	1	< 0.1%
29	1	< 0.1%
28	2	0.1%
27	3	0.1%

ev(g)
Real number (ℝ_≥0)

Distinct count	21
Unique (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.674442864
Minimum	1
Maximum	26
Zeros	0
Zeros (%)	0.0%
Memory size	16.6 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	1
Q3	1
95-th percentile	6
Maximum	26
Range	25
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2.200658914
Coefficient of variation (CV)	1.314263365
Kurtosis	27.35303828
Mean	1.674442864
Median Absolute Deviation (MAD)	1.167503717
Skewness	4.632831818
Sum	3531.4
Variance	4.842899654

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[ 1. 1.2 2.2 3.5 8.5 13.5 26. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
1	1825	86.5%
3	101	4.8%
5	40	1.9%
4	27	1.3%
7	26	1.2%
8	22	1.0%
6	15	0.7%
11	11	0.5%
10	11	0.5%
9	8	0.4%
Other values (11)	23	1.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	1825	86.5%
1.4	1	< 0.1%
3	101	4.8%
4	27	1.3%
5	40	1.9%

Value	Count	Frequency (%)
26	1	< 0.1%
22	1	< 0.1%
21	1	< 0.1%
19	2	0.1%
18	1	< 0.1%

iv(g)
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	26
Unique (%)	1.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.546420104
Minimum	1
Maximum	45
Zeros	0
Zeros (%)	0.0%
Memory size	16.6 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	1
Q3	3
95-th percentile	9.6
Maximum	45
Range	44
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	3.37585926
Coefficient of variation (CV)	1.32572754
Kurtosis	24.35597406
Mean	2.546420104
Median Absolute Deviation (MAD)	2.037439131
Skewness	4.018701298
Sum	5370.4
Variance	11.39642575

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[ 1. 1.2 1.7 2.5 3.5 5.5 7.5 13.5 18.5 45. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
1	1290	61.2%
2	279	13.2%
3	155	7.3%
4	98	4.6%
5	68	3.2%
6	45	2.1%
7	30	1.4%
8	19	0.9%
9	18	0.9%
11	17	0.8%
Other values (16)	90	4.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	1290	61.2%
1.4	1	< 0.1%
2	279	13.2%
3	155	7.3%
4	98	4.6%

Value	Count	Frequency (%)
45	1	< 0.1%
29	2	0.1%
27	1	< 0.1%
25	3	0.1%
22	1	< 0.1%

n
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct count	278
Unique (%)	13.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	49.82944523
Minimum	0
Maximum	1106
Zeros	55
Zeros (%)	2.6%
Memory size	16.6 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	4
median	16
Q3	58
95-th percentile	211.6
Maximum	1106
Range	1106
Interquartile range (IQR)	54

Descriptive statistics

Standard deviation	83.5998742
Coefficient of variation (CV)	1.677720348
Kurtosis	22.40960609
Mean	49.82944523
Median Absolute Deviation (MAD)	53.22584224
Skewness	3.697793058
Sum	105090.3
Variance	6988.938967

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[ 0. 1.15 2.5 3.5 4.5 ... 157. 219.5 364. 529.5 1106. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
4	345	16.4%
5	140	6.6%
1	103	4.9%
9	61	2.9%
0	55	2.6%
7	50	2.4%
3	49	2.3%
8	36	1.7%
10	34	1.6%
6	34	1.6%
Other values (268)	1202	57.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	55	2.6%
1	103	4.9%
1.3	1	< 0.1%
2	9	0.4%
3	49	2.3%

Value	Count	Frequency (%)
1106	1	< 0.1%
794	1	< 0.1%
606	1	< 0.1%
532	1	< 0.1%
527	1	< 0.1%

v
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct count	729
Unique (%)	34.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	258.6967188
Minimum	0
Maximum	7918.82
Zeros	158
Zeros (%)	7.5%
Memory size	16.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	8
median	57.06
Q3	265.93
95-th percentile	1190.032
Maximum	7918.82
Range	7918.82
Interquartile range (IQR)	257.93

Descriptive statistics

Standard deviation	516.3176046
Coefficient of variation (CV)	1.995841335
Kurtosis	36.03353859
Mean	258.6967188
Median Absolute Deviation (MAD)	305.8637163
Skewness	4.581499225
Sum	545591.38
Variance	266583.8688

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[0.000000e+00 5.000000e-01 3.375000e+00 5.545000e+00 7.170000e+00 ... 8.222650e+02 1.315230e+03 2.311205e+03 3.420875e+03 7.918820e+03], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
8	344	16.3%
0	158	7.5%
11.61	138	6.5%
4.75	49	2.3%
19.65	34	1.6%
15.51	33	1.6%
27	29	1.4%
31.7	28	1.3%
24	23	1.1%
28.53	20	0.9%
Other values (719)	1253	59.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	158	7.5%
1	1	< 0.1%
1.3	1	< 0.1%
2	8	0.4%
4.75	49	2.3%

Value	Count	Frequency (%)
7918.82	1	< 0.1%
5228.46	1	< 0.1%
3820.09	1	< 0.1%
3493.67	1	< 0.1%
3348.08	1	< 0.1%

l
Real number (ℝ_≥0)

ZEROS

Distinct count	52
Unique (%)	2.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.3195827406
Minimum	0
Maximum	2
Zeros	167
Zeros (%)	7.9%
Memory size	16.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.08
median	0.2
Q3	0.67
95-th percentile	0.67
Maximum	2
Range	2
Interquartile range (IQR)	0.59

Descriptive statistics

Standard deviation	0.3170290459
Coefficient of variation (CV)	0.9920092846
Kurtosis	5.613137251
Mean	0.3195827406
Median Absolute Deviation (MAD)	0.2505706425
Skewness	1.793769292
Sum	674
Variance	0.1005074159

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[0. 0.01 0.025 0.115 0.185 ... 0.79 0.955 1.15 1.8 2. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0.67	434	20.6%
0	167	7.9%
0.4	108	5.1%
0.5	84	4.0%
0.33	83	3.9%
0.06	79	3.7%
0.07	76	3.6%
1	73	3.5%
0.05	70	3.3%
0.11	62	2.9%
Other values (42)	873	41.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	167	7.9%
0.02	16	0.8%
0.03	42	2.0%
0.04	56	2.7%
0.05	70	3.3%

Value	Count	Frequency (%)
2	19	0.9%
1.6	1	< 0.1%
1.33	1	< 0.1%
1.3	1	< 0.1%
1	73	3.5%

d
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct count	548
Unique (%)	26.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	6.771242295
Minimum	0
Maximum	53.75
Zeros	167
Zeros (%)	7.9%
Memory size	16.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1.5
median	3.5
Q3	9.2
95-th percentile	22.862
Maximum	53.75
Range	53.75
Interquartile range (IQR)	7.7

Descriptive statistics

Standard deviation	7.863645549
Coefficient of variation (CV)	1.161329813
Kurtosis	5.597748822
Mean	6.771242295
Median Absolute Deviation (MAD)	5.704701668
Skewness	2.13936412
Sum	14280.55
Variance	61.83692132

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[ 0. 0.25 0.565 0.875 1.05 ... 10.105 16.525 20.145 31.375 53.75 ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
1.5	434	20.6%
0	167	7.9%
2.5	108	5.1%
2	84	4.0%
3	83	3.9%
1	73	3.5%
3.5	48	2.3%
6	31	1.5%
4.5	29	1.4%
5	22	1.0%
Other values (538)	1030	48.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	167	7.9%
0.5	19	0.9%
0.63	1	< 0.1%
0.75	1	< 0.1%
1	73	3.5%

Value	Count	Frequency (%)
53.75	1	< 0.1%
51.24	1	< 0.1%
49.38	1	< 0.1%
49.32	1	< 0.1%
48.32	1	< 0.1%

i
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct count	893
Unique (%)	42.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	21.24007112
Minimum	0
Maximum	193.06
Zeros	167
Zeros (%)	7.9%
Memory size	16.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	5.33
median	14.4
Q3	29.85
95-th percentile	61.904
Maximum	193.06
Range	193.06
Interquartile range (IQR)	24.52

Descriptive statistics

Standard deviation	21.50036691
Coefficient of variation (CV)	1.01225494
Kurtosis	7.322907801
Mean	21.24007112
Median Absolute Deviation (MAD)	15.90230137
Skewness	2.131496367
Sum	44795.31
Variance	462.2657774

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[ 0. 0.5 3.74 4.595 4.91 ... 46.7 61.435 81.785 107.295 193.06 ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
5.33	319	15.1%
0	167	7.9%
7.74	100	4.7%
4.75	44	2.1%
5.8	34	1.6%
8	24	1.1%
9.51	21	1.0%
12.68	21	1.0%
7.86	21	1.0%
7.75	18	0.9%
Other values (883)	1340	63.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	167	7.9%
1	1	< 0.1%
1.3	1	< 0.1%
2.77	1	< 0.1%
3.62	2	0.1%

Value	Count	Frequency (%)
193.06	1	< 0.1%
166.37	1	< 0.1%
165.42	1	< 0.1%
154.03	1	< 0.1%
143.73	1	< 0.1%

e
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct count	961
Unique (%)	45.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	5242.38624
Minimum	0
Maximum	324803.51
Zeros	167
Zeros (%)	7.9%
Memory size	16.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	12
median	213.97
Q3	2276.02
95-th percentile	24831.498
Maximum	324803.51
Range	324803.51
Interquartile range (IQR)	2264.02

Descriptive statistics

Standard deviation	17444.98121
Coefficient of variation (CV)	3.327679498
Kurtosis	89.19927672
Mean	5242.38624
Median Absolute Deviation (MAD)	7619.160428
Skewness	7.69911315
Sum	11056192.58
Variance	304327369.5

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[0.00000000e+00 5.00000000e-01 4.37500000e+00 5.27500000e+00 7.87500000e+00 ... 1.47024600e+04 2.28208100e+04 5.49366350e+04 1.28400385e+05 3.24803510e+05], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
12	319	15.1%
0	167	7.9%
17.41	100	4.7%
4.75	44	2.1%
23.22	34	1.6%
49.13	21	1.0%
79.25	21	1.0%
8	20	0.9%
31.02	18	0.9%
60	17	0.8%
Other values (951)	1348	63.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	167	7.9%
1	8	0.4%
1.3	1	< 0.1%
2.38	5	0.2%
4	2	0.1%

Value	Count	Frequency (%)
324803.51	1	< 0.1%
234743.54	1	< 0.1%
176429.01	1	< 0.1%
159215.89	1	< 0.1%
156823.6	1	< 0.1%

b
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct count	92
Unique (%)	4.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.08673779042
Minimum	0
Maximum	2.64
Zeros	701
Zeros (%)	33.2%
Memory size	16.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.02
Q3	0.09
95-th percentile	0.4
Maximum	2.64
Range	2.64
Interquartile range (IQR)	0.09

Descriptive statistics

Standard deviation	0.1755065264
Coefficient of variation (CV)	2.023414771
Kurtosis	34.44000481
Mean	0.08673779042
Median Absolute Deviation (MAD)	0.1037411747
Skewness	4.529341431
Sum	182.93
Variance	0.0308025408

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[0. 0.005 0.015 0.035 0.055 ... 0.275 0.375 0.685 1.14 2.64 ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	701	33.2%
0.01	295	14.0%
0.02	136	6.4%
0.03	129	6.1%
0.04	94	4.5%
0.05	74	3.5%
0.06	55	2.6%
0.08	48	2.3%
0.1	39	1.8%
0.07	39	1.8%
Other values (82)	499	23.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	701	33.2%
0.01	295	14.0%
0.02	136	6.4%
0.03	129	6.1%
0.04	94	4.5%

Value	Count	Frequency (%)
2.64	1	< 0.1%
1.74	1	< 0.1%
1.3	1	< 0.1%
1.27	1	< 0.1%
1.16	1	< 0.1%

t
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct count	947
Unique (%)	44.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	291.2450403
Minimum	0
Maximum	18044.64
Zeros	167
Zeros (%)	7.9%
Memory size	16.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.67
median	11.89
Q3	126.45
95-th percentile	1379.526
Maximum	18044.64
Range	18044.64
Interquartile range (IQR)	125.78

Descriptive statistics

Standard deviation	969.1651603
Coefficient of variation (CV)	3.327662367
Kurtosis	89.19941613
Mean	291.2450403
Median Absolute Deviation (MAD)	423.2862068
Skewness	7.699120009
Sum	614235.79
Variance	939281.1079

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[0.000000e+00 3.000000e-02 2.400000e-01 2.900000e-01 4.350000e-01 ... 8.168000e+02 1.267820e+03 3.052035e+03 7.133355e+03 1.804464e+04], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0.67	319	15.1%
0	167	7.9%
0.97	100	4.7%
0.26	44	2.1%
1.29	36	1.7%
2.73	21	1.0%
4.4	21	1.0%
0.44	20	0.9%
1.72	18	0.9%
3.33	17	0.8%
Other values (937)	1346	63.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	167	7.9%
0.06	7	0.3%
0.13	5	0.2%
0.22	2	0.1%
0.26	44	2.1%

Value	Count	Frequency (%)
18044.64	1	< 0.1%
13041.31	1	< 0.1%
9801.61	1	< 0.1%
8845.33	1	< 0.1%
8712.42	1	< 0.1%

lOCode
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct count	121
Unique (%)	5.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	14.52536747
Minimum	0
Maximum	262
Zeros	536
Zeros (%)	25.4%
Memory size	16.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	5
Q3	17
95-th percentile	60
Maximum	262
Range	262
Interquartile range (IQR)	17

Descriptive statistics

Standard deviation	24.18830199
Coefficient of variation (CV)	1.665245443
Kurtosis	17.84364165
Mean	14.52536747
Median Absolute Deviation (MAD)	15.64540913
Skewness	3.416810845
Sum	30634
Variance	585.073953

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[ 0. 0.5 1.5 2.5 6.5 ... 38.5 61.5 97.5 143. 262. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	536	25.4%
2	203	9.6%
1	125	5.9%
3	83	3.9%
6	77	3.7%
4	69	3.3%
5	61	2.9%
8	60	2.8%
12	55	2.6%
9	53	2.5%
Other values (111)	787	37.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	536	25.4%
1	125	5.9%
2	203	9.6%
3	83	3.9%
4	69	3.3%

Value	Count	Frequency (%)
262	1	< 0.1%
251	1	< 0.1%
198	1	< 0.1%
179	1	< 0.1%
173	1	< 0.1%

lOComment
Real number (ℝ_≥0)

ZEROS

Distinct count	28
Unique (%)	1.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.9459459459
Minimum	0
Maximum	44
Zeros	1618
Zeros (%)	76.7%
Memory size	16.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	5
Maximum	44
Range	44
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	3.085271204
Coefficient of variation (CV)	3.261572416
Kurtosis	60.51908279
Mean	0.9459459459
Median Absolute Deviation (MAD)	1.451437212
Skewness	6.569980369
Sum	1995
Variance	9.518898405

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[ 0. 0.5 1.5 2.5 4.5 6.5 11.5 26.5 44. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	1618	76.7%
1	181	8.6%
2	92	4.4%
3	53	2.5%
4	41	1.9%
5	27	1.3%
6	18	0.9%
8	11	0.5%
11	11	0.5%
10	10	0.5%
Other values (18)	47	2.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1618	76.7%
1	181	8.6%
2	92	4.4%
3	53	2.5%
4	41	1.9%

Value	Count	Frequency (%)
44	2	0.1%
35	1	< 0.1%
27	1	< 0.1%
26	2	0.1%
24	2	0.1%

lOBlank
Real number (ℝ_≥0)

ZEROS

Distinct count	31
Unique (%)	1.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.759601707
Minimum	0
Maximum	58
Zeros	1219
Zeros (%)	57.8%
Memory size	16.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	2
95-th percentile	9
Maximum	58
Range	58
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	3.856850166
Coefficient of variation (CV)	2.19188817
Kurtosis	37.02712307
Mean	1.759601707
Median Absolute Deviation (MAD)	2.217783704
Skewness	4.780010864
Sum	3711
Variance	14.8752932

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[ 0. 0.5 2.5 3.5 6.5 13.5 24.5 58. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	1219	57.8%
1	255	12.1%
2	209	9.9%
3	127	6.0%
4	58	2.8%
5	49	2.3%
6	44	2.1%
7	24	1.1%
9	17	0.8%
8	15	0.7%
Other values (21)	92	4.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1219	57.8%
1	255	12.1%
2	209	9.9%
3	127	6.0%
4	58	2.8%

Value	Count	Frequency (%)
58	1	< 0.1%
35	1	< 0.1%
34	1	< 0.1%
32	1	< 0.1%
28	3	0.1%

locCodeAndComment
Real number (ℝ_≥0)

ZEROS

Distinct count	12
Unique (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.1327643433
Minimum	0
Maximum	12
Zeros	1982
Zeros (%)	94.0%
Memory size	16.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	12
Range	12
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.7040227269
Coefficient of variation (CV)	5.302799753
Kurtosis	103.0790452
Mean	0.1327643433
Median Absolute Deviation (MAD)	0.2495390502
Skewness	8.78903415
Sum	280
Variance	0.4956479999

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[ 0. 0.5 2.5 5.5 12. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	1982	94.0%
1	59	2.8%
2	37	1.8%
3	14	0.7%
5	5	0.2%
4	5	0.2%
7	2	0.1%
11	1	< 0.1%
9	1	< 0.1%
12	1	< 0.1%
Other values (2)	2	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1982	94.0%
1	59	2.8%
2	37	1.8%
3	14	0.7%
4	5	0.2%

Value	Count	Frequency (%)
12	1	< 0.1%
11	1	< 0.1%
9	1	< 0.1%
8	1	< 0.1%
7	2	0.1%

uniq_Op
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct count	34
Unique (%)	1.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	7.631673779
Minimum	0
Maximum	37
Zeros	59
Zeros (%)	2.8%
Memory size	16.6 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	3
median	6
Q3	11
95-th percentile	19
Maximum	37
Range	37
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	5.730346504
Coefficient of variation (CV)	0.7508636598
Kurtosis	1.241395021
Mean	7.631673779
Median Absolute Deviation (MAD)	4.550690902
Skewness	1.14076585
Sum	16095.2
Variance	32.83687106

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[ 0. 0.5 1.1 1.6 2.5 ... 14.5 18.5 22.5 28.5 37. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
3	442	21.0%
8	151	7.2%
5	145	6.9%
6	131	6.2%
1	122	5.8%
7	122	5.8%
9	111	5.3%
4	103	4.9%
10	90	4.3%
12	78	3.7%
Other values (24)	614	29.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	59	2.8%
1	122	5.8%
1.2	1	< 0.1%
2	78	3.7%
3	442	21.0%

Value	Count	Frequency (%)
37	1	< 0.1%
31	2	0.1%
30	2	0.1%
29	1	< 0.1%
28	6	0.3%

uniq_Opnd
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct count	73
Unique (%)	3.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	9.537316264
Minimum	0
Maximum	120
Zeros	163
Zeros (%)	7.7%
Memory size	16.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	5
Q3	13
95-th percentile	35
Maximum	120
Range	120
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	12.19572656
Coefficient of variation (CV)	1.278737773
Kurtosis	8.187672852
Mean	9.537316264
Median Absolute Deviation (MAD)	8.72374778
Skewness	2.387301069
Sum	20114.2
Variance	148.7357463

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[ 0. 0.5 1.1 1.6 2.5 ... 25.5 44.5 59.5 74.5 120. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
1	437	20.7%
2	196	9.3%
0	163	7.7%
6	110	5.2%
3	109	5.2%
4	108	5.1%
5	94	4.5%
8	72	3.4%
7	65	3.1%
10	65	3.1%
Other values (63)	690	32.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	163	7.7%
1	437	20.7%
1.2	1	< 0.1%
2	196	9.3%
3	109	5.2%

Value	Count	Frequency (%)
120	1	< 0.1%
84	1	< 0.1%
75	1	< 0.1%
74	1	< 0.1%
73	1	< 0.1%

total_Op
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct count	207
Unique (%)	9.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	31.0437174
Minimum	0
Maximum	678
Zeros	59
Zeros (%)	2.8%
Memory size	16.6 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	3
median	10
Q3	36
95-th percentile	129.6
Maximum	678
Range	678
Interquartile range (IQR)	33

Descriptive statistics

Standard deviation	51.77605592
Coefficient of variation (CV)	1.667843295
Kurtosis	22.42277671
Mean	31.0437174
Median Absolute Deviation (MAD)	32.99444657
Skewness	3.698032058
Sum	65471.2
Variance	2680.759966

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[0.000e+00 5.000e-01 1.100e+00 1.600e+00 2.500e+00 ... 1.175e+02 1.365e+02 2.100e+02 3.375e+02 6.780e+02], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
3	430	20.4%
1	120	5.7%
4	78	3.7%
5	74	3.5%
2	69	3.3%
6	66	3.1%
7	64	3.0%
0	59	2.8%
9	43	2.0%
12	41	1.9%
Other values (197)	1065	50.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	59	2.8%
1	120	5.7%
1.2	1	< 0.1%
2	69	3.3%
3	430	20.4%

Value	Count	Frequency (%)
678	1	< 0.1%
509	1	< 0.1%
398	1	< 0.1%
345	1	< 0.1%
330	1	< 0.1%

total_Opnd
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct count	153
Unique (%)	7.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	18.78672357
Minimum	0
Maximum	428
Zeros	163
Zeros (%)	7.7%
Memory size	16.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	6
Q3	22
95-th percentile	80.6
Maximum	428
Range	428
Interquartile range (IQR)	21

Descriptive statistics

Standard deviation	32.07439842
Coefficient of variation (CV)	1.7072907
Kurtosis	22.45636693
Mean	18.78672357
Median Absolute Deviation (MAD)	20.29876375
Skewness	3.716465533
Sum	39621.2
Variance	1028.767034

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[ 0. 0.5 1.1 1.6 2.5 ... 65.5 106.5 142.5 213.5 428. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
1	426	20.2%
2	188	8.9%
0	163	7.7%
3	93	4.4%
4	92	4.4%
10	68	3.2%
5	63	3.0%
6	54	2.6%
8	53	2.5%
7	50	2.4%
Other values (143)	859	40.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	163	7.7%
1	426	20.2%
1.2	1	< 0.1%
2	188	8.9%
3	93	4.4%

Value	Count	Frequency (%)
428	1	< 0.1%
285	1	< 0.1%
215	1	< 0.1%
212	1	< 0.1%
208	1	< 0.1%

branchCount
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	44
Unique (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	4.665908013
Minimum	1
Maximum	89
Zeros	0
Zeros (%)	0.0%
Memory size	16.6 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	1
Q3	5
95-th percentile	21
Maximum	89
Range	88
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	7.792206452
Coefficient of variation (CV)	1.67003002
Kurtosis	19.17806457
Mean	4.665908013
Median Absolute Deviation (MAD)	4.723363687
Skewness	3.755886666
Sum	9840.4
Variance	60.7184814

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[ 1. 1.2 2.2 3.5 4.5 ... 17.5 25.5 38. 56. 89. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
1	1233	58.5%
3	273	12.9%
5	158	7.5%
7	90	4.3%
9	71	3.4%
11	39	1.8%
13	37	1.8%
15	23	1.1%
17	23	1.1%
21	19	0.9%
Other values (34)	143	6.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	1233	58.5%
1.4	1	< 0.1%
3	273	12.9%
4	4	0.2%
5	158	7.5%

Value	Count	Frequency (%)
89	1	< 0.1%
67	1	< 0.1%
57	1	< 0.1%
55	1	< 0.1%
54	1	< 0.1%

defects
Boolean

Distinct count	2
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.2 KiB

False	1783
True	326

Frequency Table

Value	Count	Frequency (%)
False	1783	84.5%
True	326	15.5%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Count
Matrix

First rows

	loc	v(g)	ev(g)	iv(g)	n	v	l	d	i	e	b	t	lOCode	lOComment	lOBlank	locCodeAndComment	uniq_Op	uniq_Opnd	total_Op	total_Opnd	branchCount	defects
0	1.1	1.4	1.4	1.4	1.3	1.30	1.30	1.30	1.30	1.30	1.30	1.30	2	2	2	2	1.2	1.2	1.2	1.2	1.4	False
1	1.0	1.0	1.0	1.0	1.0	1.00	1.00	1.00	1.00	1.00	1.00	1.00	1	1	1	1	1.0	1.0	1.0	1.0	1.0	True
2	83.0	11.0	1.0	11.0	171.0	927.89	0.04	23.04	40.27	21378.61	0.31	1187.70	65	10	6	0	18.0	25.0	107.0	64.0	21.0	True
3	46.0	8.0	6.0	8.0	141.0	769.78	0.07	14.86	51.81	11436.73	0.26	635.37	37	2	5	0	16.0	28.0	89.0	52.0	15.0	True
4	25.0	3.0	1.0	3.0	58.0	254.75	0.11	9.35	27.25	2381.95	0.08	132.33	21	0	2	0	11.0	10.0	41.0	17.0	5.0	True
5	43.0	3.0	1.0	3.0	115.0	569.73	0.09	11.27	50.53	6423.73	0.19	356.87	35	2	4	0	11.0	20.0	74.0	41.0	5.0	True
6	48.0	6.0	1.0	6.0	149.0	751.61	0.06	15.43	48.72	11596.34	0.25	644.24	41	2	2	0	12.0	21.0	95.0	54.0	11.0	True
7	69.0	12.0	1.0	12.0	231.0	1212.27	0.04	27.27	44.45	33061.94	0.40	1836.77	62	3	2	0	16.0	22.0	156.0	75.0	23.0	True
8	47.0	6.0	1.0	6.0	149.0	745.00	0.06	16.20	45.99	12069.00	0.25	670.50	41	2	1	0	12.0	20.0	95.0	54.0	11.0	True
9	48.0	7.0	1.0	7.0	155.0	801.34	0.06	17.82	44.97	14278.39	0.27	793.24	42	2	1	0	14.0	22.0	99.0	56.0	13.0	True

Last rows

	loc	v(g)	ev(g)	iv(g)	n	v	l	d	i	e	b	t	lOCode	lOComment	lOBlank	uniq_Op	uniq_Opnd	total_Op	total_Opnd	branchCount	defects
2099	14.0	2.0	1.0	2.0	34.0	141.78	0.21	4.80	29.54	680.53	0.05	37.81	12	0	0	8.0	10.0	22.0	12.0	3.0	False
2100	14.0	2.0	1.0	2.0	31.0	121.11	0.15	6.86	17.66	830.49	0.04	46.14	9	0	1	8.0	7.0	19.0	12.0	3.0	False
2101	2.0	1.0	1.0	1.0	8.0	22.46	0.50	2.00	11.23	44.92	0.01	2.50	0	0	0	4.0	3.0	5.0	3.0	1.0	False
2102	14.0	2.0	1.0	2.0	28.0	109.39	0.19	5.14	21.27	562.59	0.04	31.26	11	0	1	8.0	7.0	19.0	9.0	3.0	False
2103	4.0	1.0	1.0	1.0	5.0	11.61	0.67	1.50	7.74	17.41	0.00	0.97	0	0	0	3.0	2.0	3.0	2.0	1.0	False
2104	19.0	2.0	1.0	2.0	40.0	175.69	0.15	6.82	25.77	1197.90	0.06	66.55	12	1	2	10.0	11.0	25.0	15.0	3.0	False
2105	23.0	3.0	3.0	3.0	60.0	278.63	0.10	9.69	28.75	2700.58	0.09	150.03	18	1	2	12.0	13.0	39.0	21.0	5.0	False
2106	2.0	1.0	1.0	1.0	4.0	8.00	0.67	1.50	5.33	12.00	0.00	0.67	0	0	0	3.0	1.0	3.0	1.0	1.0	False
2107	13.0	1.0	1.0	1.0	17.0	60.94	0.25	4.00	15.24	243.78	0.02	13.54	6	0	5	6.0	6.0	9.0	8.0	1.0	False
2108	11.0	2.0	1.0	2.0	27.0	102.80	0.17	6.00	17.13	616.79	0.03	34.27	9	0	0	8.0	6.0	18.0	9.0	3.0	False

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Missing values

Sample

First rows

Last rows